Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 119 |
| Missing cells | 622 |
| Missing cells (%) | 34.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 14.1 KiB |
| Average record size in memory | 121.1 B |
Variable types
| Numeric | 15 |
|---|
Year is highly correlated with All natural disasters and 9 other fields | High correlation |
All natural disasters is highly correlated with Year and 9 other fields | High correlation |
Drought is highly correlated with Year and 5 other fields | High correlation |
Extreme temperature is highly correlated with Year and 6 other fields | High correlation |
Extreme weather is highly correlated with Year and 9 other fields | High correlation |
Flood is highly correlated with Year and 9 other fields | High correlation |
Landslide is highly correlated with Year and 8 other fields | High correlation |
Wildfire is highly correlated with Year and 5 other fields | High correlation |
TotalCost: All natural disasters is highly correlated with Year and 7 other fields | High correlation |
TotalCost: Extreme weather is highly correlated with Year and 5 other fields | High correlation |
TotalCost: Flood is highly correlated with Year and 5 other fields | High correlation |
Year is highly correlated with All natural disasters and 11 other fields | High correlation |
All natural disasters is highly correlated with Year and 10 other fields | High correlation |
Drought is highly correlated with Year and 10 other fields | High correlation |
Extreme temperature is highly correlated with Year and 10 other fields | High correlation |
Extreme weather is highly correlated with Year and 10 other fields | High correlation |
Flood is highly correlated with Year and 10 other fields | High correlation |
Landslide is highly correlated with Year and 9 other fields | High correlation |
Wildfire is highly correlated with Year and 10 other fields | High correlation |
TotalCost: All natural disasters is highly correlated with Year and 10 other fields | High correlation |
TotalCost: Drought is highly correlated with Year and 1 other fields | High correlation |
TotalCost: Extreme weather is highly correlated with Year and 10 other fields | High correlation |
TotalCost: Flood is highly correlated with Year and 10 other fields | High correlation |
TotalCost: Wildfire is highly correlated with Year and 8 other fields | High correlation |
Year is highly correlated with All natural disasters and 9 other fields | High correlation |
All natural disasters is highly correlated with Year and 9 other fields | High correlation |
Drought is highly correlated with Year and 5 other fields | High correlation |
Extreme temperature is highly correlated with Year and 7 other fields | High correlation |
Extreme weather is highly correlated with Year and 9 other fields | High correlation |
Flood is highly correlated with Year and 9 other fields | High correlation |
Landslide is highly correlated with Year and 8 other fields | High correlation |
Wildfire is highly correlated with Year and 6 other fields | High correlation |
TotalCost: All natural disasters is highly correlated with Year and 9 other fields | High correlation |
TotalCost: Extreme weather is highly correlated with Year and 9 other fields | High correlation |
TotalCost: Flood is highly correlated with Year and 7 other fields | High correlation |
TotalCost: Wildfire is highly correlated with TotalCost: Landslide | High correlation |
Wildfire is highly correlated with Landslide and 8 other fields | High correlation |
Year is highly correlated with Landslide and 4 other fields | High correlation |
Landslide is highly correlated with Wildfire and 9 other fields | High correlation |
TotalCost: Drought is highly correlated with Wildfire and 5 other fields | High correlation |
Flood is highly correlated with Wildfire and 9 other fields | High correlation |
TotalCost: Extreme weather is highly correlated with Landslide and 6 other fields | High correlation |
TotalCost: Flood is highly correlated with Wildfire and 10 other fields | High correlation |
Drought is highly correlated with Wildfire and 6 other fields | High correlation |
All natural disasters is highly correlated with Wildfire and 9 other fields | High correlation |
TotalCost: All natural disasters is highly correlated with Wildfire and 9 other fields | High correlation |
Extreme temperature is highly correlated with Wildfire and 7 other fields | High correlation |
TotalCost: Landslide is highly correlated with TotalCost: Wildfire and 2 other fields | High correlation |
Extreme weather is highly correlated with Wildfire and 8 other fields | High correlation |
Drought has 46 (38.7%) missing values | Missing |
Extreme temperature has 62 (52.1%) missing values | Missing |
Extreme weather has 4 (3.4%) missing values | Missing |
Flood has 24 (20.2%) missing values | Missing |
Landslide has 39 (32.8%) missing values | Missing |
Wildfire has 57 (47.9%) missing values | Missing |
TotalCost: Drought has 70 (58.8%) missing values | Missing |
TotalCost: Extreme temperature has 85 (71.4%) missing values | Missing |
TotalCost: Extreme weather has 25 (21.0%) missing values | Missing |
TotalCost: Flood has 50 (42.0%) missing values | Missing |
TotalCost: Landslide has 85 (71.4%) missing values | Missing |
TotalCost: Wildfire has 75 (63.0%) missing values | Missing |
Year is uniformly distributed | Uniform |
Year has unique values | Unique |
TotalCost: All natural disasters has 10 (8.4%) zeros | Zeros |
TotalCost: Extreme temperature has 2 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-31 14:34:44.984253 |
|---|---|
| Analysis finished | 2021-10-31 14:35:12.803364 |
| Duration | 27.82 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 119 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1959 |
| Minimum | 1900 |
|---|---|
| Maximum | 2018 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1905.9 |
| Q1 | 1929.5 |
| median | 1959 |
| Q3 | 1988.5 |
| 95-th percentile | 2012.1 |
| Maximum | 2018 |
| Range | 118 |
| Interquartile range (IQR) | 59 |
Descriptive statistics
| Standard deviation | 34.49637662 |
|---|---|
| Coefficient of variation (CV) | 0.01760917643 |
| Kurtosis | -1.2 |
| Mean | 1959 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 0 |
| Sum | 233121 |
| Variance | 1190 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2018 | 1 | 0.8% |
| 1943 | 1 | 0.8% |
| 1931 | 1 | 0.8% |
| 1932 | 1 | 0.8% |
| 1933 | 1 | 0.8% |
| 1934 | 1 | 0.8% |
| 1935 | 1 | 0.8% |
| 1936 | 1 | 0.8% |
| 1937 | 1 | 0.8% |
| 1938 | 1 | 0.8% |
| Other values (109) | 109 |
| Value | Count | Frequency (%) |
| 1900 | 1 | |
| 1901 | 1 | |
| 1902 | 1 | |
| 1903 | 1 | |
| 1904 | 1 | |
| 1905 | 1 | |
| 1906 | 1 | |
| 1907 | 1 | |
| 1908 | 1 | |
| 1909 | 1 |
| Value | Count | Frequency (%) |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 | |
| 2014 | 1 | |
| 2013 | 1 | |
| 2012 | 1 | |
| 2011 | 1 | |
| 2010 | 1 | |
| 2009 | 1 |
All natural disasters
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 76 |
|---|---|
| Distinct (%) | 63.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 111.0252101 |
| Minimum | 2 |
|---|---|
| Maximum | 432 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 10.5 |
| median | 33 |
| Q3 | 202 |
| 95-th percentile | 381.3 |
| Maximum | 432 |
| Range | 430 |
| Interquartile range (IQR) | 191.5 |
Descriptive statistics
| Standard deviation | 133.9582823 |
|---|---|
| Coefficient of variation (CV) | 1.206557341 |
| Kurtosis | -0.3177973197 |
| Mean | 111.0252101 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 1.074830046 |
| Sum | 13212 |
| Variance | 17944.82139 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12 | 7 | 5.9% |
| 7 | 6 | 5.0% |
| 5 | 5 | 4.2% |
| 6 | 5 | 4.2% |
| 2 | 4 | 3.4% |
| 4 | 4 | 3.4% |
| 11 | 4 | 3.4% |
| 9 | 3 | 2.5% |
| 17 | 3 | 2.5% |
| 15 | 3 | 2.5% |
| Other values (66) | 75 |
| Value | Count | Frequency (%) |
| 2 | 4 | |
| 4 | 4 | |
| 5 | 5 | |
| 6 | 5 | |
| 7 | 6 | |
| 8 | 2 | 1.7% |
| 9 | 3 | |
| 10 | 1 | 0.8% |
| 11 | 4 | |
| 12 | 7 |
| Value | Count | Frequency (%) |
| 432 | 1 | |
| 421 | 1 | |
| 414 | 1 | |
| 411 | 1 | |
| 401 | 1 | |
| 393 | 1 | |
| 380 | 1 | |
| 376 | 1 | |
| 360 | 1 | |
| 352 | 1 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 35.6% |
| Missing | 46 |
| Missing (%) | 38.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.95890411 |
| Minimum | 1 |
|---|---|
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 9 |
| Q3 | 15 |
| 95-th percentile | 23.8 |
| Maximum | 32 |
| Range | 31 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 7.727005953 |
|---|---|
| Coefficient of variation (CV) | 0.775889181 |
| Kurtosis | -0.1182686035 |
| Mean | 9.95890411 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.6899044212 |
| Sum | 727 |
| Variance | 59.706621 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 1 | 15 | 12.6% |
| 9 | 7 | 5.9% |
| 7 | 7 | 5.9% |
| 2 | 4 | 3.4% |
| 18 | 4 | 3.4% |
| 13 | 4 | 3.4% |
| 6 | 3 | 2.5% |
| 11 | 3 | 2.5% |
| 17 | 3 | 2.5% |
| 15 | 2 | 1.7% |
| Other values (16) | 21 | |
| (Missing) | 46 |
| Value | Count | Frequency (%) |
| 1 | 15 | |
| 2 | 4 | 3.4% |
| 3 | 1 | 0.8% |
| 4 | 2 | 1.7% |
| 5 | 1 | 0.8% |
| 6 | 3 | 2.5% |
| 7 | 7 | |
| 8 | 1 | 0.8% |
| 9 | 7 | |
| 10 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 32 | 1 | 0.8% |
| 28 | 1 | 0.8% |
| 27 | 1 | 0.8% |
| 25 | 1 | 0.8% |
| 23 | 1 | 0.8% |
| 22 | 1 | 0.8% |
| 21 | 1 | 0.8% |
| 20 | 2 | |
| 18 | 4 | |
| 17 | 3 |
Extreme temperature
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 24 |
|---|---|
| Distinct (%) | 42.1% |
| Missing | 62 |
| Missing (%) | 52.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.0877193 |
| Minimum | 1 |
|---|---|
| Maximum | 51 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 6 |
| Q3 | 14 |
| 95-th percentile | 29.2 |
| Maximum | 51 |
| Range | 50 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 10.40137474 |
|---|---|
| Coefficient of variation (CV) | 1.0310928 |
| Kurtosis | 3.050678455 |
| Mean | 10.0877193 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.602279903 |
| Sum | 575 |
| Variance | 108.1885965 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 2 | 10 | 8.4% |
| 1 | 8 | 6.7% |
| 3 | 5 | 4.2% |
| 25 | 4 | 3.4% |
| 8 | 3 | 2.5% |
| 13 | 3 | 2.5% |
| 12 | 3 | 2.5% |
| 4 | 2 | 1.7% |
| 6 | 2 | 1.7% |
| 16 | 2 | 1.7% |
| Other values (14) | 15 | 12.6% |
| (Missing) | 62 |
| Value | Count | Frequency (%) |
| 1 | 8 | |
| 2 | 10 | |
| 3 | 5 | |
| 4 | 2 | 1.7% |
| 5 | 2 | 1.7% |
| 6 | 2 | 1.7% |
| 7 | 1 | 0.8% |
| 8 | 3 | 2.5% |
| 9 | 1 | 0.8% |
| 10 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 51 | 1 | 0.8% |
| 31 | 1 | 0.8% |
| 30 | 1 | 0.8% |
| 29 | 1 | 0.8% |
| 25 | 4 | |
| 24 | 1 | 0.8% |
| 23 | 1 | 0.8% |
| 17 | 1 | 0.8% |
| 16 | 2 | |
| 15 | 1 | 0.8% |
Extreme weather
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 58 |
|---|---|
| Distinct (%) | 50.4% |
| Missing | 4 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.90434783 |
| Minimum | 1 |
|---|---|
| Maximum | 137 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 19 |
| Q3 | 69.5 |
| 95-th percentile | 108.9 |
| Maximum | 137 |
| Range | 136 |
| Interquartile range (IQR) | 65.5 |
Descriptive statistics
| Standard deviation | 39.39720667 |
|---|---|
| Coefficient of variation (CV) | 1.097282336 |
| Kurtosis | -0.4979364287 |
| Mean | 35.90434783 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.9392693519 |
| Sum | 4129 |
| Variance | 1552.139893 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 11 | 9.2% |
| 1 | 10 | 8.4% |
| 3 | 7 | 5.9% |
| 5 | 6 | 5.0% |
| 7 | 6 | 5.0% |
| 4 | 4 | 3.4% |
| 84 | 3 | 2.5% |
| 25 | 3 | 2.5% |
| 10 | 3 | 2.5% |
| 28 | 3 | 2.5% |
| Other values (48) | 59 | |
| (Missing) | 4 | 3.4% |
| Value | Count | Frequency (%) |
| 1 | 10 | |
| 2 | 11 | |
| 3 | 7 | |
| 4 | 4 | 3.4% |
| 5 | 6 | |
| 6 | 1 | 0.8% |
| 7 | 6 | |
| 8 | 1 | 0.8% |
| 9 | 1 | 0.8% |
| 10 | 3 | 2.5% |
| Value | Count | Frequency (%) |
| 137 | 1 | 0.8% |
| 130 | 1 | 0.8% |
| 124 | 1 | 0.8% |
| 122 | 1 | 0.8% |
| 118 | 1 | 0.8% |
| 111 | 1 | 0.8% |
| 108 | 1 | 0.8% |
| 106 | 1 | 0.8% |
| 105 | 3 | |
| 102 | 1 | 0.8% |
| Distinct | 59 |
|---|---|
| Distinct (%) | 62.1% |
| Missing | 24 |
| Missing (%) | 20.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.21052632 |
| Minimum | 1 |
|---|---|
| Maximum | 226 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2.5 |
| median | 20 |
| Q3 | 90 |
| 95-th percentile | 167.1 |
| Maximum | 226 |
| Range | 225 |
| Interquartile range (IQR) | 87.5 |
Descriptive statistics
| Standard deviation | 61.82953483 |
|---|---|
| Coefficient of variation (CV) | 1.184235042 |
| Kurtosis | 0.08698405192 |
| Mean | 52.21052632 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 1.137268139 |
| Sum | 4960 |
| Variance | 3822.891377 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 14 | 11.8% |
| 2 | 10 | 8.4% |
| 8 | 3 | 2.5% |
| 47 | 2 | 1.7% |
| 48 | 2 | 1.7% |
| 17 | 2 | 1.7% |
| 15 | 2 | 1.7% |
| 94 | 2 | 1.7% |
| 20 | 2 | 1.7% |
| 157 | 2 | 1.7% |
| Other values (49) | 54 | |
| (Missing) | 24 |
| Value | Count | Frequency (%) |
| 1 | 14 | |
| 2 | 10 | |
| 3 | 2 | 1.7% |
| 4 | 2 | 1.7% |
| 5 | 1 | 0.8% |
| 7 | 2 | 1.7% |
| 8 | 3 | 2.5% |
| 9 | 2 | 1.7% |
| 10 | 1 | 0.8% |
| 11 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 226 | 1 | |
| 218 | 1 | |
| 193 | 1 | |
| 184 | 1 | |
| 172 | 1 | |
| 165 | 1 | |
| 161 | 1 | |
| 160 | 1 | |
| 158 | 1 | |
| 157 | 2 |
| Distinct | 25 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 39 |
| Missing (%) | 32.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.9 |
| Minimum | 1 |
|---|---|
| Maximum | 32 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 6 |
| Q3 | 13.5 |
| 95-th percentile | 24.05 |
| Maximum | 32 |
| Range | 31 |
| Interquartile range (IQR) | 11.5 |
Descriptive statistics
| Standard deviation | 8.121856744 |
|---|---|
| Coefficient of variation (CV) | 0.9125681734 |
| Kurtosis | 0.01013716507 |
| Mean | 8.9 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.9471468592 |
| Sum | 712 |
| Variance | 65.96455696 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 1 | 18 | |
| 2 | 9 | 7.6% |
| 5 | 7 | 5.9% |
| 13 | 6 | 5.0% |
| 15 | 5 | 4.2% |
| 4 | 4 | 3.4% |
| 20 | 3 | 2.5% |
| 6 | 3 | 2.5% |
| 11 | 3 | 2.5% |
| 8 | 2 | 1.7% |
| Other values (15) | 20 | |
| (Missing) | 39 |
| Value | Count | Frequency (%) |
| 1 | 18 | |
| 2 | 9 | |
| 3 | 1 | 0.8% |
| 4 | 4 | 3.4% |
| 5 | 7 | 5.9% |
| 6 | 3 | 2.5% |
| 7 | 2 | 1.7% |
| 8 | 2 | 1.7% |
| 9 | 2 | 1.7% |
| 10 | 2 | 1.7% |
| Value | Count | Frequency (%) |
| 32 | 1 | 0.8% |
| 29 | 1 | 0.8% |
| 28 | 1 | 0.8% |
| 25 | 1 | 0.8% |
| 24 | 2 | |
| 22 | 2 | |
| 21 | 1 | 0.8% |
| 20 | 3 | |
| 18 | 1 | 0.8% |
| 17 | 1 | 0.8% |
| Distinct | 17 |
|---|---|
| Distinct (%) | 27.4% |
| Missing | 57 |
| Missing (%) | 47.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.935483871 |
| Minimum | 1 |
|---|---|
| Maximum | 30 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4.5 |
| Q3 | 10 |
| 95-th percentile | 18 |
| Maximum | 30 |
| Range | 29 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.256461493 |
|---|---|
| Coefficient of variation (CV) | 0.9020944479 |
| Kurtosis | 2.216512222 |
| Mean | 6.935483871 |
| Median Absolute Deviation (MAD) | 3.5 |
| Skewness | 1.435725094 |
| Sum | 430 |
| Variance | 39.14331042 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 1 | 11 | 9.2% |
| 3 | 8 | 6.7% |
| 2 | 7 | 5.9% |
| 8 | 5 | 4.2% |
| 4 | 5 | 4.2% |
| 13 | 4 | 3.4% |
| 7 | 3 | 2.5% |
| 10 | 3 | 2.5% |
| 9 | 2 | 1.7% |
| 5 | 2 | 1.7% |
| Other values (7) | 12 | 10.1% |
| (Missing) | 57 |
| Value | Count | Frequency (%) |
| 1 | 11 | |
| 2 | 7 | |
| 3 | 8 | |
| 4 | 5 | |
| 5 | 2 | 1.7% |
| 6 | 2 | 1.7% |
| 7 | 3 | 2.5% |
| 8 | 5 | |
| 9 | 2 | 1.7% |
| 10 | 3 | 2.5% |
| Value | Count | Frequency (%) |
| 30 | 1 | 0.8% |
| 22 | 2 | 1.7% |
| 18 | 2 | 1.7% |
| 16 | 1 | 0.8% |
| 14 | 2 | 1.7% |
| 13 | 4 | |
| 12 | 2 | 1.7% |
| 10 | 3 | |
| 9 | 2 | 1.7% |
| 8 | 5 |
TotalCost: All natural disasters
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 102 |
|---|---|
| Distinct (%) | 85.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.703562965 × 1010 |
| Minimum | 0 |
|---|---|
| Maximum | 3.64093168 × 1011 |
| Zeros | 10 |
| Zeros (%) | 8.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 60750000 |
| median | 1043000000 |
| Q3 | 2.72505895 × 1010 |
| 95-th percentile | 1.444758745 × 1011 |
| Maximum | 3.64093168 × 1011 |
| Range | 3.64093168 × 1011 |
| Interquartile range (IQR) | 2.71898395 × 1010 |
Descriptive statistics
| Standard deviation | 5.517178259 × 1010 |
|---|---|
| Coefficient of variation (CV) | 2.040706405 |
| Kurtosis | 12.64382666 |
| Mean | 2.703562965 × 1010 |
| Median Absolute Deviation (MAD) | 1043000000 |
| Skewness | 3.127218879 |
| Sum | 3.217239928 × 1012 |
| Variance | 3.043925595 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 10 | 8.4% |
| 20000000 | 3 | 2.5% |
| 30000000 | 3 | 2.5% |
| 8000000 | 2 | 1.7% |
| 480000000 | 2 | 1.7% |
| 50000000 | 2 | 1.7% |
| 25000000 | 2 | 1.7% |
| 2868831000 | 1 | 0.8% |
| 1.36378448 × 1011 | 1 | 0.8% |
| 8.413104 × 1010 | 1 | 0.8% |
| Other values (92) | 92 |
| Value | Count | Frequency (%) |
| 0 | 10 | |
| 8000000 | 2 | 1.7% |
| 20000000 | 3 | 2.5% |
| 21000000 | 1 | 0.8% |
| 25000000 | 2 | 1.7% |
| 25500000 | 1 | 0.8% |
| 28000000 | 1 | 0.8% |
| 30000000 | 3 | 2.5% |
| 35000000 | 1 | 0.8% |
| 40000000 | 1 | 0.8% |
| Value | Count | Frequency (%) |
| 3.64093168 × 1011 | 1 | |
| 2.14205351 × 1011 | 1 | |
| 1.90849247 × 1011 | 1 | |
| 1.56692232 × 1011 | 1 | |
| 1.54967039 × 1011 | 1 | |
| 1.47781165 × 1011 | 1 | |
| 1.4410862 × 1011 | 1 | |
| 1.36378448 × 1011 | 1 | |
| 1.32194096 × 1011 | 1 | |
| 1.19484189 × 1011 | 1 |
| Distinct | 49 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 70 |
| Missing (%) | 58.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3403305592 |
| Minimum | 1000000 |
|---|---|
| Maximum | 2.548 × 1010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1000000 |
|---|---|
| 5-th percentile | 2820000 |
| Q1 | 234000000 |
| median | 1515100000 |
| Q3 | 3628700000 |
| 95-th percentile | 1.279912 × 1010 |
| Maximum | 2.548 × 1010 |
| Range | 2.5479 × 1010 |
| Interquartile range (IQR) | 3394700000 |
Descriptive statistics
| Standard deviation | 5138275225 |
|---|---|
| Coefficient of variation (CV) | 1.509789552 |
| Kurtosis | 8.001582077 |
| Mean | 3403305592 |
| Median Absolute Deviation (MAD) | 1451100000 |
| Skewness | 2.661103529 |
| Sum | 1.66761974 × 1011 |
| Variance | 2.640187229 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 2.548 × 1010 | 1 | 0.8% |
| 200000000 | 1 | 0.8% |
| 64000000 | 1 | 0.8% |
| 3884700000 | 1 | 0.8% |
| 1.39952 × 1010 | 1 | 0.8% |
| 7460000000 | 1 | 0.8% |
| 2991800000 | 1 | 0.8% |
| 1113954000 | 1 | 0.8% |
| 1801287000 | 1 | 0.8% |
| 706000000 | 1 | 0.8% |
| Other values (39) | 39 | |
| (Missing) | 70 |
| Value | Count | Frequency (%) |
| 1000000 | 1 | |
| 2000000 | 1 | |
| 2100000 | 1 | |
| 3900000 | 1 | |
| 36400000 | 1 | |
| 64000000 | 1 | |
| 76000000 | 1 | |
| 112800000 | 1 | |
| 127118000 | 1 | |
| 187000000 | 1 |
| Value | Count | Frequency (%) |
| 2.548 × 1010 | 1 | |
| 1.9812399 × 1010 | 1 | |
| 1.39952 × 1010 | 1 | |
| 1.1005 × 1010 | 1 | |
| 9347000000 | 1 | |
| 8142000000 | 1 | |
| 7871475000 | 1 | |
| 7460000000 | 1 | |
| 6601739000 | 1 | |
| 5253669000 | 1 |
| Distinct | 29 |
|---|---|
| Distinct (%) | 85.3% |
| Missing | 85 |
| Missing (%) | 71.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1849010088 |
| Minimum | 0 |
|---|---|
| Maximum | 2.194 × 1010 |
| Zeros | 2 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 390000 |
| Q1 | 111000000 |
| median | 560000000 |
| Q3 | 1585750000 |
| 95-th percentile | 7160750000 |
| Maximum | 2.194 × 1010 |
| Range | 2.194 × 1010 |
| Interquartile range (IQR) | 1474750000 |
Descriptive statistics
| Standard deviation | 4196813939 |
|---|---|
| Coefficient of variation (CV) | 2.269762597 |
| Kurtosis | 17.33935077 |
| Mean | 1849010088 |
| Median Absolute Deviation (MAD) | 463000000 |
| Skewness | 4.030583397 |
| Sum | 6.2866343 × 1010 |
| Variance | 1.761324724 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 1000000000 | 3 | 2.5% |
| 0 | 2 | 1.7% |
| 400000000 | 2 | 1.7% |
| 100000000 | 2 | 1.7% |
| 152801000 | 1 | 0.8% |
| 370159000 | 1 | 0.8% |
| 834300000 | 1 | 0.8% |
| 1.252 × 1010 | 1 | 0.8% |
| 94000000 | 1 | 0.8% |
| 89250000 | 1 | 0.8% |
| Other values (19) | 19 | 16.0% |
| (Missing) | 85 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 600000 | 1 | |
| 33000000 | 1 | |
| 80000000 | 1 | |
| 89250000 | 1 | |
| 94000000 | 1 | |
| 100000000 | 2 | |
| 144000000 | 1 | |
| 152801000 | 1 | |
| 200110000 | 1 |
| Value | Count | Frequency (%) |
| 2.194 × 1010 | 1 | |
| 1.252 × 1010 | 1 | |
| 4275000000 | 1 | |
| 3028000000 | 1 | |
| 2800000000 | 1 | |
| 2518000000 | 1 | |
| 2000000000 | 1 | |
| 1750000000 | 1 | |
| 1727000000 | 1 | |
| 1162000000 | 1 |
TotalCost: Extreme weather
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 89 |
|---|---|
| Distinct (%) | 94.7% |
| Missing | 25 |
| Missing (%) | 21.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.363404069 × 1010 |
| Minimum | 500000 |
|---|---|
| Maximum | 1.84793461 × 1011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 500000 |
|---|---|
| 5-th percentile | 15200000 |
| Q1 | 73500000 |
| median | 1365849000 |
| Q3 | 1.4504626 × 1010 |
| 95-th percentile | 5.97674537 × 1010 |
| Maximum | 1.84793461 × 1011 |
| Range | 1.84792961 × 1011 |
| Interquartile range (IQR) | 1.4431126 × 1010 |
Descriptive statistics
| Standard deviation | 2.814130934 × 1010 |
|---|---|
| Coefficient of variation (CV) | 2.064047627 |
| Kurtosis | 16.40918809 |
| Mean | 1.363404069 × 1010 |
| Median Absolute Deviation (MAD) | 1345849000 |
| Skewness | 3.602860666 |
| Sum | 1.281599825 × 1012 |
| Variance | 7.919332911 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20000000 | 2 | 1.7% |
| 18000000 | 2 | 1.7% |
| 50000000 | 2 | 1.7% |
| 30000000 | 2 | 1.7% |
| 100000000 | 2 | 1.7% |
| 500000 | 1 | 0.8% |
| 2889394000 | 1 | 0.8% |
| 1.221183 × 1011 | 1 | 0.8% |
| 6.0728103 × 1010 | 1 | 0.8% |
| 5161457000 | 1 | 0.8% |
| Other values (79) | 79 | |
| (Missing) | 25 | 21.0% |
| Value | Count | Frequency (%) |
| 500000 | 1 | |
| 3000000 | 1 | |
| 7500000 | 1 | |
| 8000000 | 1 | |
| 10000000 | 1 | |
| 18000000 | 2 | |
| 20000000 | 2 | |
| 21000000 | 1 | |
| 22000000 | 1 | |
| 25000000 | 1 |
| Value | Count | Frequency (%) |
| 1.84793461 × 1011 | 1 | |
| 1.221183 × 1011 | 1 | |
| 8.5732579 × 1010 | 1 | |
| 8.4227635 × 1010 | 1 | |
| 6.0728103 × 1010 | 1 | |
| 5.9250181 × 1010 | 1 | |
| 5.2388364 × 1010 | 1 | |
| 5.0872148 × 1010 | 1 | |
| 4.5111315 × 1010 | 1 | |
| 4.3336598 × 1010 | 1 |
TotalCost: Flood
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 69 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 50 |
| Missing (%) | 42.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.142336591 × 1010 |
| Minimum | 230000 |
|---|---|
| Maximum | 7.0757047 × 1010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 230000 |
|---|---|
| 5-th percentile | 24400000 |
| Q1 | 556300000 |
| median | 3801950000 |
| Q3 | 1.793967 × 1010 |
| 95-th percentile | 4.70542054 × 1010 |
| Maximum | 7.0757047 × 1010 |
| Range | 7.0756817 × 1010 |
| Interquartile range (IQR) | 1.738337 × 1010 |
Descriptive statistics
| Standard deviation | 1.586724413 × 1010 |
|---|---|
| Coefficient of variation (CV) | 1.389016534 |
| Kurtosis | 3.18130863 |
| Mean | 1.142336591 × 1010 |
| Median Absolute Deviation (MAD) | 3721950000 |
| Skewness | 1.828683856 |
| Sum | 7.88212248 × 1011 |
| Variance | 2.517694362 × 1020 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7862663000 | 1 | 0.8% |
| 3.2867943 × 1010 | 1 | 0.8% |
| 50000000 | 1 | 0.8% |
| 438000000 | 1 | 0.8% |
| 31000000 | 1 | 0.8% |
| 3896100000 | 1 | 0.8% |
| 3756728000 | 1 | 0.8% |
| 1136243000 | 1 | 0.8% |
| 3801950000 | 1 | 0.8% |
| 737599000 | 1 | 0.8% |
| Other values (59) | 59 | |
| (Missing) | 50 |
| Value | Count | Frequency (%) |
| 230000 | 1 | |
| 15000000 | 1 | |
| 19000000 | 1 | |
| 20000000 | 1 | |
| 31000000 | 1 | |
| 50000000 | 1 | |
| 80000000 | 1 | |
| 100000000 | 1 | |
| 188283000 | 1 | |
| 300000000 | 1 |
| Value | Count | Frequency (%) |
| 7.0757047 × 1010 | 1 | |
| 5.738235 × 1010 | 1 | |
| 5.4782566 × 1010 | 1 | |
| 4.9137575 × 1010 | 1 | |
| 4.3929151 × 1010 | 1 | |
| 3.6240242 × 1010 | 1 | |
| 3.2867943 × 1010 | 1 | |
| 2.8497 × 1010 | 1 | |
| 2.7555794 × 1010 | 1 | |
| 2.6825511 × 1010 | 1 |
| Distinct | 33 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 85 |
| Missing (%) | 71.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 308392176.5 |
| Minimum | 27000 |
|---|---|
| Maximum | 1277078000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 27000 |
|---|---|
| 5-th percentile | 3138100 |
| Q1 | 20000000 |
| median | 66450000 |
| Q3 | 584850000 |
| 95-th percentile | 975598500 |
| Maximum | 1277078000 |
| Range | 1277051000 |
| Interquartile range (IQR) | 564850000 |
Descriptive statistics
| Standard deviation | 377620010 |
|---|---|
| Coefficient of variation (CV) | 1.224479863 |
| Kurtosis | -0.1628396751 |
| Mean | 308392176.5 |
| Median Absolute Deviation (MAD) | 63467000 |
| Skewness | 1.051801736 |
| Sum | 1.0485334 × 1010 |
| Variance | 1.42596872 × 1017 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 20000000 | 2 | 1.7% |
| 625800000 | 1 | 0.8% |
| 2466000 | 1 | 0.8% |
| 299000000 | 1 | 0.8% |
| 6300000 | 1 | 0.8% |
| 1277078000 | 1 | 0.8% |
| 725000000 | 1 | 0.8% |
| 6400000 | 1 | 0.8% |
| 100000000 | 1 | 0.8% |
| 749100000 | 1 | 0.8% |
| Other values (23) | 23 | 19.3% |
| (Missing) | 85 |
| Value | Count | Frequency (%) |
| 27000 | 1 | |
| 2466000 | 1 | |
| 3500000 | 1 | |
| 6300000 | 1 | |
| 6400000 | 1 | |
| 8000000 | 1 | |
| 11000000 | 1 | |
| 16300000 | 1 | |
| 20000000 | 2 | |
| 21700000 | 1 |
| Value | Count | Frequency (%) |
| 1277078000 | 1 | |
| 988800000 | 1 | |
| 968490000 | 1 | |
| 918700000 | 1 | |
| 878036000 | 1 | |
| 749100000 | 1 | |
| 725000000 | 1 | |
| 700000000 | 1 | |
| 625800000 | 1 | |
| 462000000 | 1 |
| Distinct | 41 |
|---|---|
| Distinct (%) | 93.2% |
| Missing | 75 |
| Missing (%) | 63.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2005324432 |
| Minimum | 1000000 |
|---|---|
| Maximum | 2.2745 × 1010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.1 KiB |
Quantile statistics
| Minimum | 1000000 |
|---|---|
| 5-th percentile | 2150000 |
| Q1 | 97500000 |
| median | 735325000 |
| Q3 | 2567484750 |
| 95-th percentile | 6258200000 |
| Maximum | 2.2745 × 1010 |
| Range | 2.2744 × 1010 |
| Interquartile range (IQR) | 2469984750 |
Descriptive statistics
| Standard deviation | 3757417008 |
|---|---|
| Coefficient of variation (CV) | 1.873720256 |
| Kurtosis | 21.9435561 |
| Mean | 2005324432 |
| Median Absolute Deviation (MAD) | 723780000 |
| Skewness | 4.229334775 |
| Sum | 8.8234275 × 1010 |
| Variance | 1.411818257 × 1019 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=41)
| Value | Count | Frequency (%) |
| 1000000000 | 2 | 1.7% |
| 1000000 | 2 | 1.7% |
| 100000000 | 2 | 1.7% |
| 30000000 | 1 | 0.8% |
| 421200000 | 1 | 0.8% |
| 3000000 | 1 | 0.8% |
| 6095000000 | 1 | 0.8% |
| 3850000000 | 1 | 0.8% |
| 8309200000 | 1 | 0.8% |
| 1721300000 | 1 | 0.8% |
| Other values (31) | 31 | |
| (Missing) | 75 |
| Value | Count | Frequency (%) |
| 1000000 | 2 | |
| 2000000 | 1 | |
| 3000000 | 1 | |
| 8000000 | 1 | |
| 15090000 | 1 | |
| 24760000 | 1 | |
| 25975000 | 1 | |
| 30000000 | 1 | |
| 68500000 | 1 | |
| 90000000 | 1 |
| Value | Count | Frequency (%) |
| 2.2745 × 1010 | 1 | |
| 8309200000 | 1 | |
| 6287000000 | 1 | |
| 6095000000 | 1 | |
| 4597454000 | 1 | |
| 4283200000 | 1 | |
| 3850000000 | 1 | |
| 3439820000 | 1 | |
| 3137000000 | 1 | |
| 2616208000 | 1 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.
First rows
| Year | All natural disasters | Drought | Extreme temperature | Extreme weather | Flood | Landslide | Wildfire | TotalCost: All natural disasters | TotalCost: Drought | TotalCost: Extreme temperature | TotalCost: Extreme weather | TotalCost: Flood | TotalCost: Landslide | TotalCost: Wildfire | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1900 | 5.0 | 2.0 | NaN | 1.0 | 1.0 | NaN | NaN | 30000000.0 | NaN | NaN | 30000000.0 | NaN | NaN | NaN |
| 1 | 1901 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | 1902 | 9.0 | NaN | NaN | 1.0 | NaN | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | 1903 | 8.0 | 1.0 | NaN | 2.0 | 2.0 | NaN | NaN | 480000000.0 | NaN | NaN | NaN | 480000000.0 | NaN | NaN |
| 4 | 1904 | 2.0 | NaN | NaN | 1.0 | NaN | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 1905 | 4.0 | NaN | NaN | 1.0 | NaN | NaN | NaN | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | 1906 | 17.0 | 1.0 | NaN | 3.0 | 2.0 | NaN | NaN | 650750000.0 | NaN | NaN | 20000000.0 | NaN | NaN | NaN |
| 7 | 1907 | 5.0 | NaN | NaN | NaN | NaN | NaN | NaN | 30000000.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | 1908 | 4.0 | NaN | NaN | NaN | NaN | NaN | NaN | 116000000.0 | NaN | NaN | NaN | NaN | NaN | NaN |
| 9 | 1909 | 11.0 | NaN | NaN | 5.0 | 1.0 | 1.0 | NaN | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN |
Last rows
| Year | All natural disasters | Drought | Extreme temperature | Extreme weather | Flood | Landslide | Wildfire | TotalCost: All natural disasters | TotalCost: Drought | TotalCost: Extreme temperature | TotalCost: Extreme weather | TotalCost: Flood | TotalCost: Landslide | TotalCost: Wildfire | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 109 | 2009 | 344.0 | 18.0 | 25.0 | 87.0 | 151.0 | 29.0 | 9.0 | 4.677639e+10 | 3.628700e+09 | 1.162000e+09 | 2.613466e+10 | 8.003878e+09 | 2.990000e+08 | 1.515000e+09 |
| 110 | 2010 | 393.0 | 17.0 | 29.0 | 94.0 | 184.0 | 32.0 | 7.0 | 1.321941e+11 | 3.884700e+09 | 4.000000e+08 | 2.812408e+10 | 4.913758e+10 | 1.277078e+09 | 2.070000e+09 |
| 111 | 2011 | 334.0 | 17.0 | 16.0 | 84.0 | 156.0 | 17.0 | 8.0 | 3.640932e+11 | 8.142000e+09 | 7.811230e+08 | 5.087215e+10 | 7.075705e+10 | NaN | 3.137000e+09 |
| 112 | 2012 | 346.0 | 21.0 | 51.0 | 90.0 | 136.0 | 13.0 | 6.0 | 1.566922e+11 | 2.548000e+10 | 1.528010e+08 | 8.573258e+10 | 2.579054e+10 | NaN | 1.000000e+09 |
| 113 | 2013 | 332.0 | 9.0 | 14.0 | 105.0 | 149.0 | 11.0 | 10.0 | 1.194842e+11 | 1.087000e+09 | 1.000000e+09 | 5.238836e+10 | 5.478257e+10 | NaN | 1.072400e+09 |
| 114 | 2014 | 320.0 | 18.0 | 17.0 | 99.0 | 135.0 | 15.0 | 4.0 | 9.776931e+10 | 1.100500e+10 | 2.518000e+09 | 4.011407e+10 | 3.624024e+10 | 2.730000e+08 | 2.590000e+08 |
| 115 | 2015 | 380.0 | 28.0 | 12.0 | 118.0 | 160.0 | 20.0 | 12.0 | 8.412014e+10 | 1.981240e+10 | 9.400000e+07 | 3.305177e+10 | 2.108630e+10 | 8.000000e+06 | 3.439820e+09 |
| 116 | 2016 | 325.0 | 15.0 | 12.0 | 84.0 | 161.0 | 13.0 | 10.0 | 1.477812e+11 | 3.554000e+09 | 1.727000e+09 | 4.511132e+10 | 5.738235e+10 | 7.250000e+08 | 6.287000e+09 |
| 117 | 2017 | 276.0 | 7.0 | 11.0 | 85.0 | 114.0 | 25.0 | 13.0 | 1.441086e+11 | 2.422000e+09 | 0.000000e+00 | 1.221183e+11 | 1.577868e+10 | 6.300000e+06 | 1.019000e+09 |
| 118 | 2018 | 282.0 | 13.0 | 25.0 | 84.0 | 109.0 | 13.0 | 10.0 | 1.077716e+11 | 5.253669e+09 | 0.000000e+00 | 5.925018e+10 | 1.743615e+10 | 8.780360e+08 | 2.274500e+10 |